{"id":"W3211103806","doi":"10.2196/32140","title":"Patterns of Suicide Ideation Across Eight Countries in Four Continents During the COVID-19 Pandemic Era: Repeated Cross-sectional Study","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Ottawa; Université de Sherbrooke","funders":"","keywords":"Suicidal ideation; Mental health; Medicine; Poison control; Public health; Suicide prevention; Psychological intervention; Cross-sectional study; Occupational safety and health; Pandemic; Injury prevention; Environmental health; Demography; Psychiatry; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001754174,0.0004263578,0.0005879609,0.0008893268,0.0007227844,0.0008006815,0.0006904299,0.0007512717,0.0009068604],"category_scores_gemma":[0.003073744,0.0007018186,0.0009090213,0.001235629,0.0006197477,0.0006399884,0.001125405,0.0009131774,0.0003708627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007187411,"about_ca_system_score_gemma":0.0005789086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03150702,"about_ca_topic_score_gemma":0.04467344,"domain_scores_codex":[0.9988083,0.0004685676,0.0001396715,0.0002573672,0.0001736782,0.0001524474],"domain_scores_gemma":[0.9971358,0.0003678912,0.001134823,0.0003560277,0.0005882845,0.0004172369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005394225,0.00004630155,0.9987925,0.00001080231,0.00007208412,0.00003205645,0.0003777253,0.00002082405,0.00007871359,0.000005941203,0.00008550214,0.0004235534],"study_design_scores_gemma":[0.00000572451,0.0001242969,0.9986462,0.00000720973,0.00002005882,0.00009793323,0.0009048852,0.00006724642,0.00002611519,0.00000467771,0.00009108623,0.000004641259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998785,0.00009173558,0.00008914131,0.00002758634,0.000004746309,0.00003615262,0.0007792722,0.000003866723,0.0001825711],"genre_scores_gemma":[0.9983174,0.00008740074,0.0002150311,0.00004760373,0.000005541493,0.00006940777,0.001116952,0.000002870708,0.0001377576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03150702,"threshold_uncertainty_score":0.06264722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08261469842911318,"score_gpt":0.4090932652466531,"score_spread":0.3264785668175399,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}